2021-12-02 13:14:18 +00:00
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---
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title: Hate Speech
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category: [project]
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tag: [hatespeech,nlp,nlm]
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---
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2021-12-02 08:42:59 +00:00
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# Hate Speech Scientific Project
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2021-12-02 08:28:23 +00:00
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Goal:
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2022-01-28 12:00:19 +00:00
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- To be able to recognize parts of text that contains hate or vulgarisms.
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2021-12-02 08:28:23 +00:00
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2022-01-28 12:00:19 +00:00
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Possible applications:
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- Management of discussion forums / detection of spam or abuse.
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- "Postprocessing" for biased generative language models - preventing to generate inapropriate responses.
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2021-12-02 08:28:23 +00:00
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Plan:
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- Perform a review of the state-of-the-art
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- Pick established (english) corpora
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- Formalize the problem - classification of sentiment, recognition of topic, keyword selection,
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- Propose a preliminary system, repeat existing approach.
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- Create small evaluation set in Slovak
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- Try multilingual/crosslingual approach. Possibility of machine translation.
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2022-01-28 12:00:19 +00:00
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- Annotate a bigger Slovak Corpus
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2024-05-03 13:00:20 +00:00
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- Recognize and publish scientific contribution
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2021-12-02 08:29:59 +00:00
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2024-05-03 13:00:20 +00:00
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Future Tasks:
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2023-08-18 09:07:14 +00:00
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- Evaluate existing multilingual model. E.G. https://huggingface.co/Andrazp/multilingual-hate-speech-robacofi
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- Translate existing English dataset into Slovak. Use OPUS English Slovak Marian NMT model. Train Slovak munolingual model.
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2024-05-03 13:00:20 +00:00
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- Train or finetune or prompt a large langauge model.
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2023-08-18 09:07:14 +00:00
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2023-11-16 13:58:56 +00:00
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In progress tasks:
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2023-08-18 09:07:14 +00:00
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2024-05-03 13:00:20 +00:00
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- Annotate a Twitter Dataset. Possible guidelines are: https://developers.perspectiveapi.com/s/about-the-api-training-data?language=en_US
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2023-08-18 09:07:14 +00:00
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- Annotate a Facebook Dataset. Use some other guidelines. e.g. sentence-level annotation, for context sensitive hate.
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2023-11-16 13:58:56 +00:00
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- Prepare existing Slovak Twitter dataaset, train evaluate a model.
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Finished tasks:
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2023-08-18 09:07:14 +00:00
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2023-11-16 13:58:56 +00:00
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- Perform preliminary experiments with HS detection (Bulburu)
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- Prepare an anotation infrastructure for Facebook data annotation (Ferko)
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- Gather Facebook data and prepare for annotation. (Ferko)
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2023-08-18 09:07:14 +00:00
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2021-12-02 08:29:59 +00:00
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People:
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2023-08-03 13:42:03 +00:00
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2021-12-02 08:29:59 +00:00
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- Ján Staš
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- Daniel Hládek
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- Zuzana Sokolová
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2023-08-03 13:42:03 +00:00
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- [Vladimír Ferko](/students/2021/vladimir_ferko)
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2024-05-03 13:00:20 +00:00
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- [Tetiana Mohorian](/students/2022/tetiana_mohorian)
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- [Patrik Pokrivčák](/students/2019/patrik_pokrivcak)
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2023-08-22 08:01:16 +00:00
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Former participants:
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2024-05-03 13:00:20 +00:00
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- [Sevval Bulburu](/interns/sevval_bulburu)
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2022-01-28 12:04:51 +00:00
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- [Manohar Gowdru Shridharu](/students/2021/manohar_gowdru_shridharu)
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2021-12-02 08:34:21 +00:00
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2023-08-03 13:42:03 +00:00
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2022-02-03 10:49:55 +00:00
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Links:
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2021-12-02 08:42:59 +00:00
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2023-08-03 13:42:03 +00:00
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- https://europeanonlinehatelab.com/
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2022-02-03 10:49:55 +00:00
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- https://hatespeechdata.com/
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2024-05-03 13:00:20 +00:00
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- https://oznacuj-dezinfo.kinit.sk/
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